{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (274929741)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XhKGLtPsd92LBWphqaFdiYgStfkBuXGeRraYrl7EICi2xyIOSCYGlXtbstBStQSlMtaRJ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0sUOP7TO94b/kOIQpieZCL3ht7GcXGjEapq6vy3xDqfEy6lt+dUVFRU/K2oRHRFxSvC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\n4upIwx03RnRkm7rqrUxA66xcQ1jRnGQWYCntRNOmagiksJPjmYakGAgmZ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6eH++67j9tv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\nERERyUghWkREREQkI4VoEREREZGM/j/psdjB1omk3gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fd0ad50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price', color='depth')) + \\\n",
    "    geom_point() + \\\n",
    "    scale_color_gradient(low=\"white\", high=\"royalblue\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
